Model results

GLM-5.3

Compare GLM-5.3 High and Max to see how the score and completion time change at a higher effort level.

Current batch

GLM-5.3 / High has the highest measured score at 62/100. GLM-5.3 / Max is the fastest measured configuration at 35m 52s. Choose based on whether quality or speed matters more for your task.

Evaluation details
Published
Sep 16, 2026, 06:28 AM UTC
Question pack
coding-fast-v4.12
Tested
2 measured configurations
Batch
evaluation-497e806be8b8470345169c1aad6752d74a0c1ce9e195a9eb7fcc02b628701c77

Measured configurations

ConfigurationRankScoreElapsedReference costRoute
GLM-5.3 / High#2562/10038m 6s$0.46Custom endpoint
GLM-5.3 / Max#2660/10035m 52s$0.41Custom endpoint

Five-question profile

QuestionGLM-5.3 / HighGLM-5.3 / Max
Black-box Regression Audit10/2010/20
Retry Planner Counterexamples13/2011/20
CI Adversarial Audit14/2013/20
Transaction Regression Design15/2015/20
Cache Propagation Certificate10/2011/20

Read High and Max as route-specific evidence

When both efforts appear in the same batch, their score and elapsed time are directly inspectable under the recorded protocol. A higher effort label still does not guarantee a higher score in every batch.

A small gap should be checked against the five-question profile and repeated comparable batches before it changes a default configuration.